Pith Number

pith:CEEPKL22

pith:2026:CEEPKL22HBIZ6QR3AQBGNRXRTL

not attested not anchored not stored refs pending

OpenAnt: LLM-Powered Vulnerability Discovery Through Code Decomposition, Adversarial Verification, and Dynamic Testing

Gadi Evron, Nahum Korda

arxiv:2606.19149 v2 · 2026-06-17 · cs.CR · cs.LG

Open paper page JSON Open Graph Bundle Merged state Verified badge What is a Pith Number?

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{CEEPKL22HBIZ6QR3AQBGNRXRTL}

Prints a linked badge after your title and injects PDF metadata. Compiles on arXiv. Learn more · Embed verified badge

Record completeness

1 Bitcoin timestamp

2 Internet Archive

3 Author claim open · sign in to claim

4 Citations open

5 Replications open

✓ Portable graph bundle live · download bundle · merged state

The bundle contains the canonical record plus signed events. A mirror can host it anywhere and recompute the same current state with the deterministic merge algorithm.

Receipt and verification

First computed	2026-06-19T16:12:58.527809Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

1108f52f5a38519f423b040266c6f19af8d000f34a403eb4b47c647530af86ac

Aliases

arxiv: 2606.19149 · arxiv_version: 2606.19149v2 · doi: 10.48550/arxiv.2606.19149 · pith_short_12: CEEPKL22HBIZ · pith_short_16: CEEPKL22HBIZ6QR3 · pith_short_8: CEEPKL22

Agent API

Resolver JSON Graph JSON Events JSON Schema Signing key

Verify this Pith Number yourself

curl -sH 'Accept: application/ld+json' https://pith.science/pith/CEEPKL22HBIZ6QR3AQBGNRXRTL \
  | jq -c '.canonical_record' \
  | python3 -c "import sys,json,hashlib; b=json.dumps(json.loads(sys.stdin.read()), sort_keys=True, separators=(',',':'), ensure_ascii=False).encode(); print(hashlib.sha256(b).hexdigest())"
# expect: 1108f52f5a38519f423b040266c6f19af8d000f34a403eb4b47c647530af86ac

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "8b6338702a8684ea70eaaabe016fb1ce1e708af2970984f6f2e9cbbdcbf77be6",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CR",
    "submitted_at": "2026-06-17T14:56:04Z",
    "title_canon_sha256": "639f366ec68c520baf830865dd4cf8352e9cecdee32ac37422e751ab52e1db16"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2606.19149",
    "kind": "arxiv",
    "version": 2
  }
}